diff --git a/pkg/ethtypes/hexinteger.go b/pkg/ethtypes/hexinteger.go
index c734c47..c1e2324 100644
--- a/pkg/ethtypes/hexinteger.go
+++ b/pkg/ethtypes/hexinteger.go
@@ -36,6 +36,23 @@ func (h HexInteger) MarshalJSON() ([]byte, error) {
 }
 
 func (h *HexInteger) UnmarshalJSON(b []byte) error {
+	// Fastpath for quoted single-digit hex values "0x0"–"0xf": skip the
+	// json.Decoder, bytes.Reader, and json.Number allocations inside UnmarshalBigInt.
+	// Covers the dominant case where trace value fields are zero (non-value calls).
+	if len(b) == 5 && b[0] == '"' && b[1] == '0' && b[2] == 'x' && b[4] == '"' {
+		c := b[3]
+		switch {
+		case c == '0':
+			*h = HexInteger{} // zero big.Int has nil abs — no allocation
+			return nil
+		case c >= '1' && c <= '9':
+			*h = HexInteger(*big.NewInt(int64(c - '0')))
+			return nil
+		case c >= 'a' && c <= 'f':
+			*h = HexInteger(*big.NewInt(int64(c-'a') + 10))
+			return nil
+		}
+	}
 	bi, err := UnmarshalBigInt(context.Background(), b)
 	if err != nil {
 		return err
diff --git a/pkg/ethtypes/hexinteger_test.go b/pkg/ethtypes/hexinteger_test.go
index 8a3d611..7e9ece3 100644
--- a/pkg/ethtypes/hexinteger_test.go
+++ b/pkg/ethtypes/hexinteger_test.go
@@ -62,6 +62,38 @@ func TestHexIntegerOk(t *testing.T) {
 
 }
 
+func TestHexIntegerFastpath(t *testing.T) {
+	// Zero — no-allocation path
+	var h0 HexInteger
+	assert.NoError(t, h0.UnmarshalJSON([]byte(`"0x0"`)))
+	assert.Equal(t, int64(0), h0.BigInt().Int64())
+	assert.Equal(t, "0x0", h0.String())
+
+	// Decimal digits 1–9
+	for c := byte('1'); c <= '9'; c++ {
+		var h HexInteger
+		assert.NoError(t, h.UnmarshalJSON([]byte{'"', '0', 'x', c, '"'}))
+		assert.Equal(t, int64(c-'0'), h.BigInt().Int64())
+	}
+
+	// Hex digits a–f
+	for i, c := range []byte("abcdef") {
+		var h HexInteger
+		assert.NoError(t, h.UnmarshalJSON([]byte{'"', '0', 'x', c, '"'}))
+		assert.Equal(t, int64(10+i), h.BigInt().Int64())
+	}
+
+	// Uppercase falls through to slow path but still succeeds
+	var hUpper HexInteger
+	assert.NoError(t, hUpper.UnmarshalJSON([]byte(`"0xA"`)))
+	assert.Equal(t, int64(10), hUpper.BigInt().Int64())
+
+	// Multi-digit bypasses fastpath and succeeds normally
+	var hMulti HexInteger
+	assert.NoError(t, hMulti.UnmarshalJSON([]byte(`"0xff"`)))
+	assert.Equal(t, int64(255), hMulti.BigInt().Int64())
+}
+
 func TestHexIntegerMissingBytes(t *testing.T) {
 
 	testStruct := struct {
diff --git a/pkg/ethtypes/integer_parsing.go b/pkg/ethtypes/integer_parsing.go
index f2f5427..5590396 100644
--- a/pkg/ethtypes/integer_parsing.go
+++ b/pkg/ethtypes/integer_parsing.go
@@ -32,18 +32,24 @@ func BigIntegerFromString(ctx context.Context, s string) (*big.Int, error) {
 	// no prefix means decimal etc.
 	i, ok := new(big.Int).SetString(s, 0)
 	if !ok {
-		f, _, err := big.ParseFloat(s, 10, 256, big.ToNearestEven)
-		if err != nil {
-			log.L(ctx).Errorf("Error parsing numeric string '%s': %s", s, err)
+		// Fallback for decimal floats and scientific notation (e.g. "12345.0", "1e10").
+		// big.Rat gives exact rational arithmetic — no precision limit or rounding mode.
+		// Guard length before SetString to prevent unbounded memory use (CVE-2022-23772).
+		// uint256 max is 78 decimal digits; float notation adds at most a sign, decimal
+		// point, and exponent ("e+77"), so any valid value fits within 100 characters.
+		if len(s) > 100 {
+			log.L(ctx).Errorf("Error parsing numeric string '%s'", s)
 			return nil, i18n.NewError(ctx, signermsgs.MsgInvalidNumberString, s)
 		}
-		i, accuracy := f.Int(i)
-		if accuracy != big.Exact {
-			// If we weren't able to decode without losing precision, return an error
+		r, ok := new(big.Rat).SetString(s) //nolint:gosec // G113: input bounded to 100 chars by the guard above
+		if !ok {
+			log.L(ctx).Errorf("Error parsing numeric string '%s'", s)
+			return nil, i18n.NewError(ctx, signermsgs.MsgInvalidNumberString, s)
+		}
+		if !r.IsInt() {
 			return nil, i18n.NewError(ctx, signermsgs.MsgInvalidIntPrecisionLoss, s)
 		}
-
-		return i, nil
+		return r.Num(), nil
 	}
 	return i, nil
 }
diff --git a/pkg/ethtypes/integer_parsing_test.go b/pkg/ethtypes/integer_parsing_test.go
index b5e4c06..774cc14 100644
--- a/pkg/ethtypes/integer_parsing_test.go
+++ b/pkg/ethtypes/integer_parsing_test.go
@@ -18,6 +18,7 @@ package ethtypes
 
 import (
 	"context"
+	"strings"
 	"testing"
 
 	"github.com/stretchr/testify/assert"
@@ -43,4 +44,17 @@ func TestIntegerParsing(t *testing.T) {
 
 	_, err = BigIntegerFromString(ctx, "3.0000000000000000000000000000003")
 	assert.Regexp(t, "FF22089", err)
+
+	// big.Rat handles e-notation exactly — "1e10" is 10^10, no float rounding
+	i, err = BigIntegerFromString(ctx, "1e10")
+	assert.NoError(t, err)
+	assert.Equal(t, "10000000000", i.String())
+
+	// Non-integer rational is a precision-loss error
+	_, err = BigIntegerFromString(ctx, "1.5")
+	assert.Regexp(t, "FF22089", err)
+
+	// String exceeding 100 chars is rejected before Rat.SetString (CVE-2022-23772 guard)
+	_, err = BigIntegerFromString(ctx, "1."+strings.Repeat("0", 99)+"1e+100")
+	assert.Regexp(t, "FF22088", err)
 }